{"id":"W2085158772","doi":"10.2355/isijinternational.53.145","title":"The Critical Strain for Dynamic Transformation in Hot Deformed Austenite","year":2013,"lang":"en","type":"article","venue":"ISIJ International","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; ArcelorMittal","keywords":"Maxima and minima; Dynamic recrystallization; Austenite; Softening; Materials science; Torsion (gastropod); Nucleation; Work hardening; Mathematics; Crystallography; Thermodynamics; Mathematical analysis; Physics; Metallurgy; Chemistry; Hot working; Composite material; Microstructure","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001833447,0.0001874334,0.0002822541,0.0009344946,0.0003013369,0.0004239331,0.0002892629,0.0002944781,0.002726133],"category_scores_gemma":[0.0005478967,0.0002116455,0.0001692648,0.0004191655,0.0005373275,0.000388136,0.0002243599,0.0003961507,0.0003663138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005756173,"about_ca_system_score_gemma":0.0003638798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00227815,"about_ca_topic_score_gemma":0.003032359,"domain_scores_codex":[0.9997917,0.00000861407,0.00001028627,0.00003588025,0.00009678286,0.00005684657],"domain_scores_gemma":[0.9998114,0.00005499205,0.00004148291,0.00001888945,0.0000465581,0.0000267249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002378013,0.00003761469,0.003362786,0.00005957117,0.00000494905,0.000128615,0.0001761976,0.001740834,0.9876876,0.0005588181,0.000139908,0.005865258],"study_design_scores_gemma":[0.00001298248,0.0002781856,0.06703243,0.00001462611,0.000006879168,0.0001929359,0.0001342923,0.01030547,0.9204648,0.0003617179,0.001175646,0.00001999961],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959059,0.0002430207,0.001462744,0.00002426494,0.000004072106,0.00001275117,0.0001361003,0.00006052721,0.002150593],"genre_scores_gemma":[0.9987769,0.00007066061,0.0002424236,0.000007095864,0.000001767313,0.000009370686,0.0001782342,0.00002144726,0.0006921435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002726133,"threshold_uncertainty_score":0.009119868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00831358596187738,"score_gpt":0.2575602555785766,"score_spread":0.2492466696166993,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}